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Saliva and Plasma Reflect Metabolism Altered by Diabetes and Periodontitis
Periodontitis is an inflammatory disorder caused by disintegration of the balance between the periodontal microbiome and host response. While growing evidence suggests links between periodontitis and various metabolic disorders including type 2 diabetes (T2D), non-alcoholic liver disease, and cardio...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8473679/ https://www.ncbi.nlm.nih.gov/pubmed/34589520 http://dx.doi.org/10.3389/fmolb.2021.742002 |
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author | Sakanaka, Akito Kuboniwa, Masae Katakami, Naoto Furuno, Masahiro Nishizawa, Hitoshi Omori, Kazuo Taya, Naohiro Ishikawa, Asuka Mayumi, Shota Tanaka Isomura, Emiko Shimomura, Iichiro Fukusaki, Eiichiro Amano, Atsuo |
author_facet | Sakanaka, Akito Kuboniwa, Masae Katakami, Naoto Furuno, Masahiro Nishizawa, Hitoshi Omori, Kazuo Taya, Naohiro Ishikawa, Asuka Mayumi, Shota Tanaka Isomura, Emiko Shimomura, Iichiro Fukusaki, Eiichiro Amano, Atsuo |
author_sort | Sakanaka, Akito |
collection | PubMed |
description | Periodontitis is an inflammatory disorder caused by disintegration of the balance between the periodontal microbiome and host response. While growing evidence suggests links between periodontitis and various metabolic disorders including type 2 diabetes (T2D), non-alcoholic liver disease, and cardiovascular disease (CVD), which often coexist in individuals with abdominal obesity, factors linking periodontal inflammation to common metabolic alterations remain to be fully elucidated. More detailed characterization of metabolomic profiles associated with multiple oral and cardiometabolic traits may provide better understanding of the complexity of oral-systemic crosstalk and its underlying mechanism. We performed comprehensive profiling of plasma and salivary metabolomes using untargeted gas chromatography/mass spectrometry to investigate multivariate covariation with clinical markers of oral and systemic health in 31 T2D patients with metabolic comorbidities and 30 control subjects. Orthogonal partial least squares (OPLS) results enabled more accurate characterization of associations among 11 oral and 25 systemic clinical outcomes, and 143 salivary and 78 plasma metabolites. In particular, metabolites that reflect cardiometabolic changes were identified in both plasma and saliva, with plasma and salivary ratios of (mannose + allose):1,5-anhydroglucitol achieving areas under the curve of 0.99 and 0.92, respectively, for T2D diagnosis. Additionally, OPLS analysis of periodontal inflamed surface area (PISA) as the numerical response variable revealed shared and unique responses of metabolomic and clinical markers to PISA between healthy and T2D groups. When combined with linear regression models, we found a significant correlation between PISA and multiple metabolites in both groups, including threonate, cadaverine and hydrocinnamate in saliva, as well as lactate and pentadecanoic acid in plasma, of which plasma lactate showed a predominant trend in the healthy group. Unique metabolites associated with PISA in the T2D group included plasma phosphate and salivary malate, while those in the healthy group included plasma gluconate and salivary adenosine. Remarkably, higher PISA was correlated with altered hepatic lipid metabolism in both groups, including higher levels of triglycerides, aspartate aminotransferase and alanine aminotransferase, leading to increased risk of cardiometabolic disease based on a score summarizing levels of CVD-related biomarkers. These findings revealed the potential utility of saliva for evaluating the risk of metabolic disorders without need for a blood test, and provide evidence that disrupted liver lipid metabolism may underlie the link between periodontitis and cardiometabolic disease. |
format | Online Article Text |
id | pubmed-8473679 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-84736792021-09-28 Saliva and Plasma Reflect Metabolism Altered by Diabetes and Periodontitis Sakanaka, Akito Kuboniwa, Masae Katakami, Naoto Furuno, Masahiro Nishizawa, Hitoshi Omori, Kazuo Taya, Naohiro Ishikawa, Asuka Mayumi, Shota Tanaka Isomura, Emiko Shimomura, Iichiro Fukusaki, Eiichiro Amano, Atsuo Front Mol Biosci Molecular Biosciences Periodontitis is an inflammatory disorder caused by disintegration of the balance between the periodontal microbiome and host response. While growing evidence suggests links between periodontitis and various metabolic disorders including type 2 diabetes (T2D), non-alcoholic liver disease, and cardiovascular disease (CVD), which often coexist in individuals with abdominal obesity, factors linking periodontal inflammation to common metabolic alterations remain to be fully elucidated. More detailed characterization of metabolomic profiles associated with multiple oral and cardiometabolic traits may provide better understanding of the complexity of oral-systemic crosstalk and its underlying mechanism. We performed comprehensive profiling of plasma and salivary metabolomes using untargeted gas chromatography/mass spectrometry to investigate multivariate covariation with clinical markers of oral and systemic health in 31 T2D patients with metabolic comorbidities and 30 control subjects. Orthogonal partial least squares (OPLS) results enabled more accurate characterization of associations among 11 oral and 25 systemic clinical outcomes, and 143 salivary and 78 plasma metabolites. In particular, metabolites that reflect cardiometabolic changes were identified in both plasma and saliva, with plasma and salivary ratios of (mannose + allose):1,5-anhydroglucitol achieving areas under the curve of 0.99 and 0.92, respectively, for T2D diagnosis. Additionally, OPLS analysis of periodontal inflamed surface area (PISA) as the numerical response variable revealed shared and unique responses of metabolomic and clinical markers to PISA between healthy and T2D groups. When combined with linear regression models, we found a significant correlation between PISA and multiple metabolites in both groups, including threonate, cadaverine and hydrocinnamate in saliva, as well as lactate and pentadecanoic acid in plasma, of which plasma lactate showed a predominant trend in the healthy group. Unique metabolites associated with PISA in the T2D group included plasma phosphate and salivary malate, while those in the healthy group included plasma gluconate and salivary adenosine. Remarkably, higher PISA was correlated with altered hepatic lipid metabolism in both groups, including higher levels of triglycerides, aspartate aminotransferase and alanine aminotransferase, leading to increased risk of cardiometabolic disease based on a score summarizing levels of CVD-related biomarkers. These findings revealed the potential utility of saliva for evaluating the risk of metabolic disorders without need for a blood test, and provide evidence that disrupted liver lipid metabolism may underlie the link between periodontitis and cardiometabolic disease. Frontiers Media S.A. 2021-09-13 /pmc/articles/PMC8473679/ /pubmed/34589520 http://dx.doi.org/10.3389/fmolb.2021.742002 Text en Copyright © 2021 Sakanaka, Kuboniwa, Katakami, Furuno, Nishizawa, Omori, Taya, Ishikawa, Mayumi, Tanaka Isomura, Shimomura, Fukusaki and Amano. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Molecular Biosciences Sakanaka, Akito Kuboniwa, Masae Katakami, Naoto Furuno, Masahiro Nishizawa, Hitoshi Omori, Kazuo Taya, Naohiro Ishikawa, Asuka Mayumi, Shota Tanaka Isomura, Emiko Shimomura, Iichiro Fukusaki, Eiichiro Amano, Atsuo Saliva and Plasma Reflect Metabolism Altered by Diabetes and Periodontitis |
title | Saliva and Plasma Reflect Metabolism Altered by Diabetes and Periodontitis |
title_full | Saliva and Plasma Reflect Metabolism Altered by Diabetes and Periodontitis |
title_fullStr | Saliva and Plasma Reflect Metabolism Altered by Diabetes and Periodontitis |
title_full_unstemmed | Saliva and Plasma Reflect Metabolism Altered by Diabetes and Periodontitis |
title_short | Saliva and Plasma Reflect Metabolism Altered by Diabetes and Periodontitis |
title_sort | saliva and plasma reflect metabolism altered by diabetes and periodontitis |
topic | Molecular Biosciences |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8473679/ https://www.ncbi.nlm.nih.gov/pubmed/34589520 http://dx.doi.org/10.3389/fmolb.2021.742002 |
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